Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "123"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 123 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 227 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 219 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_18162/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 123, Node 8:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.891183 -0.497843 14.171904 17.379482 6.955839 14.199536 10.402243 15.319205 0.7997 0.7953 0.2449 10.869908 10.054691
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.256818 3.008045 17.941884 20.896597 10.690432 19.874477 5.060876 5.213073 0.7459 0.7335 0.2524 4.887022 4.976913
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.147189 1.846871 9.261834 14.151393 -0.126478 -0.539399 -1.963310 -0.060926 0.0412 0.0324 0.0017 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.221340 4.839332 21.040437 24.949906 9.788160 17.445178 -1.827346 -1.930058 0.6945 0.6965 0.3547 6.718519 6.596272
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.471114 5.020056 18.700385 21.876237 10.456237 19.471635 -1.648013 -1.352351 0.6957 0.6952 0.3527 5.489480 5.322927
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.093927 3.466042 16.037597 18.799307 6.056778 10.764136 8.018468 8.975934 0.7334 0.7211 0.2801 6.016335 5.717740
2459588 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.054666 1.164746 21.131793 25.132124 7.874596 13.313134 7.134602 8.243477 0.7889 0.7662 0.2202 7.621175 6.756467
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 0.467213 0.649852 24.667537 46.657219 58.473341 83.252084 2.789938 7.752656 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 311.311787 311.347527 inf inf 10.880734 10.668616 540.080454 528.780208 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.831039 -0.542540 3.988510 -0.167198 11.062566 11.785517 -1.673169 -0.182532 0.0350 0.0328 0.0009 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 21.269551 18.106787 36.363738 27.241653 32.243429 35.715169 3.278682 3.604004 0.6827 0.6904 0.3715 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.144717 4.243699 11.851342 9.402014 16.129792 16.241223 -1.900877 -1.393091 0.6826 0.6952 0.3738 3.794071 3.921730
2459581 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.526821 6.260468 12.350289 10.546133 12.669071 13.188572 -1.778219 -1.159213 0.6899 0.7020 0.3677 3.439660 3.079074
2459580 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.473301 4.652564 13.459605 10.908603 14.411727 13.821666 -1.765760 -0.956748 0.6800 0.6934 0.3695 0.000000 0.000000
2459579 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.593502 4.708755 15.473355 12.412203 15.947200 15.681660 -2.384212 -1.993176 0.6793 0.6909 0.3685 4.085967 4.034218
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.816770 5.704271 11.598972 9.677318 14.159642 14.299845 -1.705725 -1.097774 0.6674 0.6853 0.3769 4.018871 3.880550
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.965596 4.154212 8.766626 7.032047 13.118982 11.913791 -1.778200 -1.940973 0.7021 0.7181 0.3712 5.411712 5.402384
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.420127 3.321907 9.380672 7.542707 11.066787 9.961053 6.471954 4.769695 0.7435 0.7572 0.3348 5.963532 6.298631
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.153839 4.329474 8.543638 6.869548 14.401638 13.188485 -0.157451 -0.892563 0.6954 0.7130 0.3691 4.592866 4.534638
2459573 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.070026 5.178627 16.718678 13.853946 17.077452 15.982301 -2.129247 -1.759053 0.7007 0.7184 0.3665 3.994701 3.860193
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.583532 4.575460 8.790637 7.096810 10.916816 10.031675 -2.661087 -2.653588 0.6986 0.7141 0.3715 4.542705 4.428992
2459571 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.262085 4.212500 33.099598 32.199948 22.193080 37.212882 -0.065630 5.676199 0.7085 0.7270 0.3597 nan nan
2459570 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.273514 -0.792167 -1.472950 -1.211629 -1.155940 -0.614771 -0.483200 0.119643 0.7238 0.7313 0.3440 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.330632 4.777794 11.961684 9.959229 13.079800 12.275863 -1.684880 -1.087143 0.6905 0.7032 0.3834 5.160525 5.133237
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.185699 1.486721 3.563711 1.358726 0.334311 -0.749078 -1.797427 -1.345701 0.7139 0.7177 0.3746 3.240182 2.921042
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.168259 5.190713 25.257841 20.969294 13.696626 13.102760 -1.797034 -1.740687 0.7079 0.7173 0.3717 3.834142 3.772469
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.039949 0.577917 1.336767 0.213576 0.119612 -1.159512 -1.453077 -1.316965 0.7116 0.7243 0.3681 3.000439 2.737750
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.957138 37.273656 11.389904 11.784586 46.157985 20.366992 3.136536 2.394622 0.0594 0.0511 0.0068 1.185907 1.189135
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.031804 0.867972 1.475884 0.598453 0.473897 -0.087507 -1.762895 -1.665474 0.7045 0.7171 0.3802 3.094404 2.808921
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.818851 1.435693 2.065942 1.053289 0.804293 0.303635 -1.529992 -1.460258 0.7066 0.7200 0.3737 2.851196 2.620596
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.068324 5.323296 13.615612 10.961731 15.280190 13.051052 -1.529971 -1.821993 0.7101 0.7168 0.3752 3.419405 3.239540
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.854808 5.735188 14.201839 11.291504 13.866914 11.630371 -1.891350 -2.971619 0.7132 0.7189 0.3696 3.250698 3.101890
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7092 0.7209 0.3822 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7084 0.7168 0.3824 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.744439 7.518474 18.446408 15.580981 20.739574 20.553833 0.464593 -0.105254 0.7117 0.7180 0.3754 8.871119 8.758538
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.154836 1.087725 1.938115 0.785886 0.500669 -0.345020 -2.066641 -1.635882 0.7095 0.7187 0.3726 3.271907 2.894603
2459550 RF_maintenance - 89.29% 89.29% 0.00% - - nan nan nan nan nan nan nan nan 0.1974 0.1937 0.0703 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.751927 5.214274 13.747811 11.484305 14.504487 12.789509 -2.432256 -1.981795 0.7074 0.7189 0.3792 3.453918 3.161610
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.433742 5.235223 27.124427 23.127439 0.558262 0.838834 -1.999757 -1.401293 0.7552 0.7683 0.3395 3.171815 2.795430
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.257451 7.986744 22.421055 18.965914 21.034595 18.394908 -2.845946 -1.549226 0.7431 0.7441 0.3931 4.670061 4.101984
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.888485 1.345290 2.679587 1.763778 1.667142 -0.001453 -1.124311 -1.315093 0.7935 0.7783 0.3410 3.127861 2.722336
2459534 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.274228 1.008750 1.773863 0.945100 0.115435 -0.782882 -1.281435 -1.430323 0.7758 0.7703 0.3506 3.274563 3.181018
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.946130 5.659497 14.129173 11.754698 12.425598 11.780203 -2.700913 -2.329171 0.7297 0.7407 0.3818 3.085212 2.832161
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.334001 6.660593 18.491656 15.041867 15.490180 14.214097 -2.139542 -1.814909 0.7343 0.7417 0.3751 3.980127 3.587285
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.333530 1.078814 1.618375 0.715440 0.611059 -0.287219 -1.586514 -1.276394 0.7497 0.7525 0.3731 3.816938 3.292678
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.992355 7.141645 14.951319 12.552243 30.265094 21.484836 -1.736709 -0.821826 0.9075 0.9448 0.2834 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 8.454300 6.644818 20.396993 17.695398 12.766216 17.524830 -5.800785 -4.793885 nan nan nan 5.002812 4.455190
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.247677 5.637204 18.560161 15.003941 7.382394 14.387095 -3.095783 -0.937195 0.7031 0.7241 0.3108 4.402237 4.791446
2459513 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.069709 5.348783 31.298327 30.730568 7.190233 21.803110 2.689470 9.036211 0.8729 0.9200 0.2185 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.919138 7.563776 11.982585 9.620415 13.048233 8.670774 10.688726 10.807907 0.9109 0.9485 0.1859 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.540164 4.032710 15.042738 11.112079 4.261335 5.224116 -0.928059 -0.362219 0.8838 0.8690 0.1856 13.208246 16.262765
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.068098 10.090531 15.321578 12.686937 25.601879 21.165981 -1.391286 -0.817875 0.8805 0.8841 0.4136 0.000000 0.000000
2459501 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.742585 9.601125 15.437257 12.747210 20.589079 15.754192 0.313253 -0.423124 0.8916 0.9227 0.3723 0.000000 0.000000
2459500 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.057506 12.598455 13.668425 11.598079 19.834925 17.021572 -1.090414 -0.239620 0.9003 0.9183 0.3588 0.000000 0.000000
2459499 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.636589 13.382009 16.030893 13.439910 19.621059 16.990084 0.926614 7.363206 0.8927 0.9460 0.1768 0.000000 0.000000
2459498 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.162548 12.224855 13.302454 11.240738 17.507474 14.885025 -0.622933 0.113729 0.9100 0.9206 0.3922 0.000000 0.000000
2459497 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 16.726121 14.369813 14.156267 11.829645 22.446766 19.053140 -0.665425 0.173013 0.9097 0.9314 0.3528 0.000000 0.000000
2459496 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.124014 14.747358 12.731733 10.789477 19.620821 17.016845 -0.340447 0.301388 0.9040 0.9137 0.3667 0.000000 0.000000
2459495 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.835272 12.063750 11.596281 9.956730 16.822816 14.780936 -0.243840 1.713956 0.9010 0.9097 0.4023 0.000000 0.000000
2459494 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 18.816252 17.891143 14.664862 13.357014 22.389100 22.502355 3.292083 12.770631 0.8650 0.8813 0.4526 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.629400 10.589060 19.924470 16.702699 17.523125 16.884162 -5.323767 -3.614285 0.7505 0.8037 0.3253 0.000000 0.000000
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.859457 10.671474 20.912688 16.921742 24.143692 25.240042 0.469890 5.611720 0.7880 0.8177 0.2585 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.941027 10.506185 21.434533 17.813886 16.699261 15.741414 -1.491892 0.543807 0.7409 0.8026 0.3626 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.219292 8.981501 20.315444 16.637768 16.091133 15.273809 -1.363588 0.054251 0.7604 0.8125 0.3078 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.669463 8.705224 18.050431 15.244634 17.891813 17.596256 -3.007310 -2.154600 0.7604 0.8131 0.3444 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 123: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 1.370970 1.370970 1.251432 -0.009219 0.190181 -2.727524 -2.372497 -1.763980 -1.993208

Antenna 123: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Temporal Variability 11.228436 6.877565 7.181879 4.917500 4.600965 11.228436 10.553862 -2.501014 -2.595201

Antenna 123: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Temporal Variability 14.231155 9.183398 9.302299 4.848088 5.907448 11.497956 14.231155 -3.639274 -4.558927

Antenna 123: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 5.878247 5.878247 5.376993 0.033334 1.515054 -1.141159 0.493128 -1.065500 -0.130079

Antenna 123: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 6.458491 5.740705 6.458491 2.976981 0.978119 2.086723 -0.912373 -2.202474 -1.165262

Antenna 123: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 6.907126 6.907126 5.549360 2.212068 3.938156 0.954006 6.089315 -1.453908 -2.912125

Antenna 123: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 1.590273 1.590273 1.135395 -1.318233 -1.228014 -1.570615 -1.499562 -0.648596 -0.788821

Antenna 123: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 4.381002 4.381002 3.553138 0.080192 0.636642 -1.142685 -0.499543 -0.986643 -1.273443

Antenna 123: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 1.855354 1.760101 1.855354 0.708659 -0.017367 0.027511 -0.463850 -1.185883 -1.004765

Antenna 123: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 4.663472 4.663472 3.965100 -0.501622 0.181548 -1.361834 -0.083319 -0.240069 -0.688393

Antenna 123: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 3.418539 3.418539 2.819810 -0.271638 0.069747 -1.277944 -0.243742 -0.584906 -1.271279

Antenna 123: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 5.119145 4.405247 5.119145 0.337024 -0.331057 0.005857 -1.344740 -1.430813 -0.574995

Antenna 123: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 6.541858 6.541858 5.615226 1.935367 4.854426 0.620245 3.065773 2.631985 0.188542

Antenna 123: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 6.974903 6.719586 6.974903 2.287293 4.153611 2.595440 5.482818 0.386726 -0.277099

Antenna 123: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 4.932495 4.932495 4.476289 -0.692504 -0.036145 -1.349661 -0.258996 -0.961263 -1.405860

Antenna 123: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 4.806682 4.806682 4.236715 0.673710 1.731736 -0.397711 1.192310 -0.942523 -1.827818

Antenna 123: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 2.050320 1.571534 2.050320 0.348191 1.644719 -0.327430 -1.140528 0.258806 -0.155640

Antenna 123: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 6.787660 6.787660 5.684155 4.249438 6.452925 -0.095199 3.282989 -1.552298 -2.085711

Antenna 123: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 2.380816 2.380816 2.082591 2.005966 0.834014 -0.507501 1.371479 -0.376719 0.051626

Antenna 123: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 2.070752 2.070752 1.767083 1.929942 0.765891 0.093443 -0.258485 -0.449186 0.199420

Antenna 123: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 2.554064 2.554064 2.311104 1.875874 1.000789 0.076997 -0.291617 -0.537682 0.040927

Antenna 123: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Temporal Variability 8.721669 6.150563 7.710380 4.227487 3.410615 8.721669 3.722046 -1.287338 -1.134046

Antenna 123: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 1.953902 1.643981 1.953902 0.763707 1.917518 -0.589970 0.738606 0.106483 -0.453686

Antenna 123: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance ee Temporal Variability 2.233751 1.666023 1.041479 1.630089 0.186522 0.491054 2.233751 0.582149 0.979307

Antenna 123: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 1.863503 1.863503 1.658429 1.524472 0.493397 -1.420694 0.612006 -0.312129 0.208114

Antenna 123: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance ee Temporal Variability 2.406902 1.330319 0.921520 1.205019 0.269446 0.061840 2.406902 -0.065496 0.402821

Antenna 123: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 6.905889 6.800559 6.905889 2.814273 4.663547 2.078129 4.101048 -1.455503 -1.899921

Antenna 123: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Temporal Discontinuties 2.344029 0.661190 1.108394 0.274263 1.338333 1.759360 -0.139080 2.344029 -0.080888

Antenna 123: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 1.305714 1.305714 0.811384 1.188815 0.258198 -1.141302 0.496626 0.712721 1.245365

Antenna 123: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 1.930818 1.482442 1.930818 0.448904 1.702927 -0.726479 -0.535663 0.449798 -0.208441

Antenna 123: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 1.790624 1.508492 1.790624 0.062017 1.038633 -0.639984 -0.012676 -0.024258 -0.330765

Antenna 123: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Temporal Variability 2.367704 1.106029 1.466940 0.376730 1.342016 2.367704 -1.879113 0.204451 -0.371789

Antenna 123: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 6.130326 5.741204 6.130326 3.777183 4.981150 3.324839 4.795668 -1.473384 -1.368668

Antenna 123: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 2.010636 2.010636 1.590239 1.774779 0.561861 -0.013826 0.714348 -0.186970 0.129479

Antenna 123: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Power 5.481303 4.266618 3.846822 5.481303 3.392400 4.539638 1.792667 0.000593 -0.336970

Antenna 123: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 0.728285 0.728285 0.417618 0.682369 -0.017153 -0.785600 -0.173063 -0.778877 -0.485294

Antenna 123: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Temporal Variability 1.575175 0.874149 0.659762 1.218174 0.253077 -1.236397 1.575175 -0.682889 -0.321228

Antenna 123: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 5.079773 4.979187 5.079773 3.590214 4.829576 2.775782 4.783269 -1.692922 -0.939579

Antenna 123: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance ee Temporal Discontinuties 1.036341 0.134721 0.320851 -0.887856 -1.578881 -1.290838 -1.434802 -0.218718 1.036341

Antenna 123: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance ee Temporal Variability 1.894286 0.733390 0.548242 1.013926 0.185616 -1.245058 1.894286 -0.693891 -0.282590

Antenna 123: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape 1.995603 1.995603 1.655950 1.976704 0.316852 -1.246354 1.239970 -0.378394 0.301070

Antenna 123: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Power 7.579914 1.543804 0.414611 7.579914 5.835944 0.025387 -0.626057 -0.439990 0.758810

Antenna 123: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Power 6.516608 0.404344 -0.734135 5.439020 6.516608 -0.312036 2.127269 -1.718636 -2.137210

Antenna 123: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Power 2.857930 -0.502255 0.454564 2.857930 2.161408 1.055171 -0.914040 -1.699039 -1.629998

Antenna 123: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance ee Temporal Discontinuties 29.248922 14.246320 14.246320 13.959233 13.959233 14.624211 14.624211 29.248922 29.248922

Antenna 123: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 RF_maintenance nn Temporal Variability 5.212705 1.635111 1.933349 4.252171 3.566270 5.212705 3.922867 -1.053903 -1.176994

Antenna 123: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Discontinuties 7.391988 1.374722 0.340498 5.571234 6.754214 3.738586 3.777945 6.521728 7.391988

Antenna 123: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Discontinuties 3.228674 -1.033444 -0.634026 2.208385 2.923715 -0.067079 1.759029 1.653534 3.228674

Antenna 123: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 7.119057 0.359662 -0.032989 6.005218 7.119057 -0.421119 -0.134018 -2.169115 -2.439359

Antenna 123: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 8.428630 0.574240 1.045867 6.550862 8.428630 0.227541 0.942285 -2.363692 -0.321002

Antenna 123: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 59.164415 1.155637 1.092244 5.358365 6.834888 50.992343 59.164415 14.225384 4.052364

Antenna 123: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 123: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 9.990428 3.815603 2.726004 9.990428 8.194886 3.816418 3.337770 -0.710935 -1.561529

Antenna 123: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 9.262121 4.537739 3.497325 9.262121 7.575090 3.409614 3.523056 -1.049943 -1.590122

Antenna 123: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 12.425015 3.335078 4.443095 10.555357 12.425015 2.135586 1.807800 -2.023006 -1.873453

Antenna 123: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 13.218600 3.746172 3.462244 13.218600 11.817937 9.487791 6.400314 -2.608470 -2.628653

Antenna 123: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 11.513626 3.358975 3.801473 10.075811 11.416315 10.126154 11.513626 -1.327309 -1.351308

Antenna 123: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 12.315625 4.221467 3.740523 12.315625 11.036185 7.535628 6.193094 -1.682987 -0.946572

Antenna 123: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 18.998718 5.567303 5.913957 10.873185 12.560791 14.434697 18.998718 -1.741682 -2.022841

Antenna 123: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 12.370202 3.659951 3.143653 12.370202 10.967112 4.458269 3.357900 -1.002899 -1.053975

Antenna 123: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 21.381752 4.994190 4.146124 11.144970 9.507225 21.381752 14.136189 -3.087326 -2.976053

Antenna 123: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 123: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 17.715437 8.163853 5.952203 17.715437 12.729767 -0.505981 -0.701991 0.579592 -0.463405

Antenna 123: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 19.451363 4.184462 4.778363 11.414649 12.938960 16.073239 19.451363 11.997930 14.281904

Antenna 123: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 12.890782 4.273272 4.461149 11.180548 12.890782 6.044248 10.759629 -4.372406 -4.927738

Antenna 123: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Power 17.344894 0.181189 0.223175 17.344894 13.087152 1.205927 1.449569 -1.031353 1.605333

Antenna 123: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 33.144904 6.229026 5.905066 20.907460 17.887683 33.144904 27.082731 -2.664386 -1.910439

Antenna 123: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 14.569420 6.833121 8.583738 10.885876 14.569420 -0.456611 0.001509 -0.813455 0.335887

Antenna 123: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 16.881817 4.928658 5.065034 15.952547 13.901292 16.881817 13.545183 8.370214 8.351413

Antenna 123: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 19.367615 3.981792 4.249453 14.016825 15.607730 15.946921 19.367615 0.763215 -0.328548

Antenna 123: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 19.638447 4.743794 4.440511 12.646017 11.189066 19.638447 15.968953 -4.495693 -3.850381

Antenna 123: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 13.191498 3.940856 3.502901 10.202524 8.726306 13.191498 10.137667 -4.286032 -4.013991

Antenna 123: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 18.013770 5.279095 4.102925 14.900852 12.966947 18.013770 14.033707 3.021533 5.626956

Antenna 123: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 17.462135 5.507535 4.784241 11.097824 9.951086 17.462135 13.690575 -4.536030 -3.617768

Antenna 123: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Power 16.784257 8.488005 11.242991 12.306059 16.784257 1.344960 0.443590 2.139244 0.555502

Antenna 123: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance nn Temporal Variability 17.794132 5.494494 5.120997 10.821832 9.534381 17.794132 13.198194 -1.492302 -1.612329

Antenna 123: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 21.546423 10.094048 7.176164 18.620200 13.652706 21.546423 16.861167 -1.351798 -1.574917

Antenna 123: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 18.614941 2.937872 3.989942 13.280979 17.292958 13.770034 18.614941 14.167413 17.295771

Antenna 123: 2459649

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 21.149203 7.541019 4.799457 16.542910 12.303427 21.149203 17.768027 -1.092022 0.298812

Antenna 123: 2459648

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 123: 2459647

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Discontinuties -0.461890 -0.788414 -0.788414 -0.807374 -0.807374 -0.755128 -0.755128 -0.461890 -0.461890

Antenna 123: 2459646

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 21.162403 7.267205 4.572432 18.916279 13.983199 21.162403 17.837129 -2.712268 -3.640133

Antenna 123: 2459645

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 19.827467 6.969649 4.245101 19.411026 14.083046 19.827467 15.361817 11.173557 14.552240

Antenna 123: 2459642

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Power 25.122092 7.971566 4.932991 25.122092 18.722026 21.772733 19.755761 -3.549250 -1.808060

Antenna 123: 2459640

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 20.909241 8.880460 5.345785 19.701221 14.708696 20.909241 19.452872 -1.672167 -1.417930

Antenna 123: 2459639

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 8 RF_maintenance ee Temporal Variability 19.178521 7.063151 4.335323 18.461950 13.729147 19.178521 16.745506 -0.706571 -0.792852